Review of Approaches to Minimise the Cost of Simulation-Based Optimisation for Liquid Composite Moulding Processes

The utilisation of numerical process simulation has greatly facilitated the challenging task of liquid composite moulding (LCM) process optimisation, providing ease of solution evaluation at a significantly reduced cost compared to complete reliance on physical prototyping. However, due to the proce...

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Main Authors: Boon Xian Chai, Boris Eisenbart, Mostafa Nikzad, Bronwyn Fox, Yuqi Wang, Kyaw Hlaing Bwar, Kaiyu Zhang
Format: Article
Language:English
Published: MDPI AG 2023-12-01
Series:Materials
Subjects:
Online Access:https://www.mdpi.com/1996-1944/16/24/7580
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author Boon Xian Chai
Boris Eisenbart
Mostafa Nikzad
Bronwyn Fox
Yuqi Wang
Kyaw Hlaing Bwar
Kaiyu Zhang
author_facet Boon Xian Chai
Boris Eisenbart
Mostafa Nikzad
Bronwyn Fox
Yuqi Wang
Kyaw Hlaing Bwar
Kaiyu Zhang
author_sort Boon Xian Chai
collection DOAJ
description The utilisation of numerical process simulation has greatly facilitated the challenging task of liquid composite moulding (LCM) process optimisation, providing ease of solution evaluation at a significantly reduced cost compared to complete reliance on physical prototyping. However, due to the process complexity, such process simulation is still considerably expensive at present. In this paper, cost-saving approaches to minimising the computational cost of simulation-based optimisation for LCM processes are compiled and discussed. Their specific applicability, efficacy, and suitability for various optimisation/moulding scenarios are extensively explored in detail. The comprehensive analysation and assimilation of their operation alongside applicability for the problem domain of interest are accomplished in this paper to further complement and contribute to future simulation-based optimisation capabilities for composite moulding processes. The importance of balancing the cost-accuracy trade-off is also repeatedly emphasised, allowing for substantial cost reductions while ensuring a desirable level of optimization reliability.
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spelling doaj.art-12fd03d5ea60442087c06b7688af28292023-12-22T14:22:41ZengMDPI AGMaterials1996-19442023-12-011624758010.3390/ma16247580Review of Approaches to Minimise the Cost of Simulation-Based Optimisation for Liquid Composite Moulding ProcessesBoon Xian Chai0Boris Eisenbart1Mostafa Nikzad2Bronwyn Fox3Yuqi Wang4Kyaw Hlaing Bwar5Kaiyu Zhang6Faculty of Science, Engineering and Technology, Swinburne University of Technology, Hawthorn, VIC 3122, AustraliaFaculty of Science, Engineering and Technology, Swinburne University of Technology, Hawthorn, VIC 3122, AustraliaFaculty of Science, Engineering and Technology, Swinburne University of Technology, Hawthorn, VIC 3122, AustraliaCSIRO Clayton, Clayton, VIC 3168, AustraliaFaculty of Science, Engineering and Technology, Swinburne University of Technology, Hawthorn, VIC 3122, AustraliaFaculty of Science, Engineering and Technology, Swinburne University of Technology, Hawthorn, VIC 3122, AustraliaFaculty of Science, Engineering and Technology, Swinburne University of Technology, Hawthorn, VIC 3122, AustraliaThe utilisation of numerical process simulation has greatly facilitated the challenging task of liquid composite moulding (LCM) process optimisation, providing ease of solution evaluation at a significantly reduced cost compared to complete reliance on physical prototyping. However, due to the process complexity, such process simulation is still considerably expensive at present. In this paper, cost-saving approaches to minimising the computational cost of simulation-based optimisation for LCM processes are compiled and discussed. Their specific applicability, efficacy, and suitability for various optimisation/moulding scenarios are extensively explored in detail. The comprehensive analysation and assimilation of their operation alongside applicability for the problem domain of interest are accomplished in this paper to further complement and contribute to future simulation-based optimisation capabilities for composite moulding processes. The importance of balancing the cost-accuracy trade-off is also repeatedly emphasised, allowing for substantial cost reductions while ensuring a desirable level of optimization reliability.https://www.mdpi.com/1996-1944/16/24/7580simulationcomputational costoptimisationcompositeliquid composite moulding
spellingShingle Boon Xian Chai
Boris Eisenbart
Mostafa Nikzad
Bronwyn Fox
Yuqi Wang
Kyaw Hlaing Bwar
Kaiyu Zhang
Review of Approaches to Minimise the Cost of Simulation-Based Optimisation for Liquid Composite Moulding Processes
Materials
simulation
computational cost
optimisation
composite
liquid composite moulding
title Review of Approaches to Minimise the Cost of Simulation-Based Optimisation for Liquid Composite Moulding Processes
title_full Review of Approaches to Minimise the Cost of Simulation-Based Optimisation for Liquid Composite Moulding Processes
title_fullStr Review of Approaches to Minimise the Cost of Simulation-Based Optimisation for Liquid Composite Moulding Processes
title_full_unstemmed Review of Approaches to Minimise the Cost of Simulation-Based Optimisation for Liquid Composite Moulding Processes
title_short Review of Approaches to Minimise the Cost of Simulation-Based Optimisation for Liquid Composite Moulding Processes
title_sort review of approaches to minimise the cost of simulation based optimisation for liquid composite moulding processes
topic simulation
computational cost
optimisation
composite
liquid composite moulding
url https://www.mdpi.com/1996-1944/16/24/7580
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